#delegation depth
45 related articles
·5 min
Opus 5 Builds a No Man's Sky-Style Exploration Game in One Day: MCP and Sub-Agent Architecture Explained
A developer used Anthropic's Opus 5 model to build a No Man's Sky-style space exploration game in one day using Blender MCP and sub-agents. Deep dive into the technical architecture and industry implications.
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·4 min
GPT-5.6 Value Maxing Practical Guide: From Token Stacking to Output Optimization Methodology
Deep dive into OpenAI GPT-5.6 Value Maxing strategies covering Sol/Terra/Luna model selection, KV cache optimization, Prompt compression, and programmatic tool calling to help developers achieve more output with fewer Tokens.
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·2 min
How Users Gradually Learn to Trust Gemini: The Shift from Full Supervision to Selective Delegation
Exploring how users evolve trust in Gemini and generative AI—from verifying everything to selective delegation, analyzing trust patterns, key factors, and the trust drift trap.
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ChatGPT Work Deep Dive: The Cloud-Loca…
·3 min
ChatGPT Work Deep Dive: The Cloud-Local Split and What It Means for Users
ChatGPT Work runs in the cloud on web/mobile but accesses local files on desktop — and they don't sync. A deep dive into the split design, UX tradeoffs, and broader AI agent challenges.
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·6 min
The Evolution of Claude Code: From Manual Review to 65% Fully-Automated PRs
Anthropic engineers reveal Claude Code's 18-month evolution: system prompt cut by 80%, 65% of PRs shipped automatically by AI, Claude Tag collaboration, and the safety logic behind auto mode.
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·4 min
How Engineers Can Avoid Becoming Mere Code Reviewers in the AI Era: Addy Osmani's Answer
Google's Addy Osmani at AI Engineer conference: as AI agents outpace human review, engineers' core value lies in the "verdict" — deciding what's worth building and owning outcomes.
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·2 min
GPT-Live Full-Duplex Voice Model: Listen While Speaking + Reasoning Delegation Architecture Explained
OpenAI's GPT-Live full-duplex voice model enables natural simultaneous conversation with a reasoning delegation architecture pairing real-time dialogue with GPT-5.5 deep reasoning. Now live for 150M users.
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·2 min
OpenAI GPT-Live: The Full-Duplex Voice AI Revolution
OpenAI's GPT-Live voice model family brings full-duplex interaction, task delegation, GPT-5-level intelligence, real-time translation, and image understanding to voice AI.
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·3 min
Coze Deep Dive: Multi-Agent Collaboration Platform Architecture and Usage Guide
Deep dive into Coze's three core capabilities: multi-person multi-AI collaboration, customizable agents, and cross-platform project management. Covers credits, Dify comparison, and a practical learning path.
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·3 min
Deep Dive into ChatGPT Ultra's Parallel Sub-Agent Architecture: Parameters, Configuration, and Best Practices
A deep dive into ChatGPT Ultra mode's parallel sub-agent architecture, covering concurrency limits, delegation depth, token optimization, and configuration best practices for GPT-5.6.
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·6 min
A Deep Dive into OpenAI Codex: How AI Engineers Are Reimagining Software Development with Agents
OpenAI Codex is redefining how AI engineers work: from code completion to autonomous Agents, from single-threaded to parallel Value Maxing. A deep dive into the Codex App architecture, open ecosystem, and Manager of Agents practice.
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·3 min
GPT-Live Hands-On: Voice Finally Gets GPT-5.5 — How Good Is the Full-Duplex Experience?
GPT-Live hands-on: Voice chat now powered by GPT-5.5 Thinking, full-duplex architecture, real-time search, visual cards & tool calling. Full review inside.
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·3 min
OpenAI GPT Live Full-Duplex Voice AI: From Turn-Based to Real Conversation
OpenAI's GPT Live brings full-duplex voice AI with simultaneous listening and speaking, real-time interruption, dual-model delegation, and semantic-level live translation. A deep dive into the technology.
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·3 min
ChatGPT Full-Duplex Voice Model GPT Live Launches: A Complete Revolution in Conversational AI
OpenAI launches ChatGPT Voice powered by GPT Live One — a true full-duplex voice model with real-time bilingual translation, delegation to GPT 5.5 for deep reasoning, and natural conversational flow.
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·2 min
Codex Isn't Gone! OpenAI Quietly Upgrades It Into ChatGPT Work — A Full-Featured AI Assistant
OpenAI quietly upgraded its Codex client into ChatGPT Work, unifying Chat, Codex, and Work into one desktop app. A deep dive into the product strategy and how it stacks up against Claude Code.
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·5 min
The Complete Guide to Building an AI-Powered Second Brain with Obsidian + Hermes Agent
An in-depth guide to building an AI-driven second brain with Obsidian + Hermes Agent. Covers living files, VPS deployment, core memory mechanisms, and skill visualization.
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·5 min
GPT-5.6 Released: Hands-On Analysis of Programmatic Tool Calling and Autonomous Agents
GPT-5.6 is officially released with core upgrades including programmatic tool calling, autonomous subagent delegation, and higher token information density. A hands-on card game build reveals its Agentic power.
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·7 min
Codex Direct Connection Configuration Guide for China: Complete GPT Agent Setup Tutorial
Complete guide for configuring OpenAI Codex Agent in China, covering installation, API key setup, permission modes, reasoning intensity, and security considerations for third-party relay services.
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·6 min
GPT Live Full-Duplex, Grok 4.5 Coding, Seedream 5.0 Images: AI Accelerates Across Three Tracks Simultaneously
OpenAI's GPT Live full-duplex voice model, Grok 4.5 coding model with Cursor, and ByteDance's Seedream 5.0 Pro image generation launched together. A deep dive into three AI releases.
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·2 min
OpenAI Launches GPT-Live: Full-Duplex Voice AI That Feels Like a Real Conversation
OpenAI launches GPT-Live, a full-duplex voice AI supporting continuous interaction and intelligent task delegation for real-time translation, language correction, and parallel search.
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